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A Comparison of CPU and GPU implementations for the LHCb Experiment Run 3 Trigger

The Large Hadron Collider beauty (LHCb) experiment at CERN is undergoing an upgrade in preparation for the Run 3 data collection period at the Large Hadron Collider (LHC). As part of this upgrade, the trigger is moving to a full software implementation operating at the LHC bunch crossing rate. We pr...

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Detalles Bibliográficos
Autores principales: Aaij, R., Adinolfi, M., Aiola, S., Akar, S., Albrecht, J., Alexander, M., Amato, S., Amhis, Y., Archilli, F., Bala, M., Bassi, G., Bian, L., Blago, M.P., Boettcher, T., Boldyrev, A., Borghi, S., Rodriguez, A. Brea, Calefice, L., Gomez, M. Calvo, Perez, D.H. Campora, Cardini, A., Cattaneo, M., Chobanova, V., Ciezarek, G., Vidal, X. Cid, Cobbledick, J.L., Coelho, J.A. B., Colombo, T., Contu, A., Couturier, B., Craik, D.C., Currie, R., d'Argent, P., De Cian, M., Derkach, D., Dordei, F., Dorigo, M., Dufour, L., Durante, P., Dziurda, A., Dzyuba, A., Easo, S., Esen, S., Declara, P. Fernandez, Filippov, S., Fitzpatrick, C., Frank, M., Gandini, P., Gligorov, V.V., Golobardes, E., Graziani, G., Grillo, L., Günther, P.A., Hansmann-Menzemer, S., Hennequin, A.M., Henry, L., Hill, D., Hollitt, S.E., Hu, J., Hulsbergen, W., Hunter, R.J., Hushchyn, M., Jashal, B.K., Jones, C.R., Klaver, S., Klimaszewski, K., Kopecna, R., Krzemien, W., Kucharczyk, M., Lane, R., Lazzari, F., Le Gac, R., Li, P., Lopes, J.H., Martinez, M. Lucio, Lupato, A., Lupton, O., Lyu, X., Machefert, F., Madejczyk, O., Malde, S., Marchand, J.F., Mariani, S., Benito, C. Marin, Santos, D. Martinez, Vidal, F. Martinez, Matev, R., Mazurek, M., Mitreska, B., Mitzel, D.S., Morello, M.J., Mu, H., Muzzetto, P., Naik, P., Needham, M., Neri, N., Neufeld, N., Nolte, N.S., O'Hanlon, D., Oyanguren, A., Altarelli, M. Pepe, Petrucci, S., Petruzzo, M., Pica, L., Pisani, F., Piucci, A., Polci, F., Poluektov, A., Polycarpo, E., Prouve, C., Punzi, G., Quagliani, R., Rabadan Trejo, R.I., Ramos Pernas, M., Rangel, M.S., Ratnikov, F., Raven, G., Reiss, F., Renaudin, V., Robbe, P., Ryzhikov, A., Santimaria, M., Saur, M., Schiller, M., Schwemmer, R., Sciascia, B., Solomin, A., Suljik, F., Skidmore, N., Sokoloff, M.D., Spradlin, P., Stahl, M., Stahl, S., Stevens, H., Sun, L., Szabelski, A., Szumlak, T., Szymanski, M., Tou, D.Y., Tuci, G., Usachov, A., Valls Canudas, N., Vazquez Gomez, R., Vecchi, S., Vesterinen, M., Vilasis-Cardona, X., Vom Bruch, D., Wang, Z., Wojton, T., Whitehead, M., Williams, M., Witek, M., Xie, Y., Xu, A., Yin, H., Zdybal, M., Zenaiev, O., Zhang, D., Zhang, L., Zhu, X.
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:https://dx.doi.org/10.1007/s41781-021-00070-2
http://cds.cern.ch/record/2766501
_version_ 1780971300527800320
author Aaij, R.
Adinolfi, M.
Aiola, S.
Akar, S.
Albrecht, J.
Alexander, M.
Amato, S.
Amhis, Y.
Archilli, F.
Bala, M.
Bassi, G.
Bian, L.
Blago, M.P.
Boettcher, T.
Boldyrev, A.
Borghi, S.
Rodriguez, A. Brea
Calefice, L.
Gomez, M. Calvo
Perez, D.H. Campora
Cardini, A.
Cattaneo, M.
Chobanova, V.
Ciezarek, G.
Vidal, X. Cid
Cobbledick, J.L.
Coelho, J.A. B.
Colombo, T.
Contu, A.
Couturier, B.
Craik, D.C.
Currie, R.
d'Argent, P.
De Cian, M.
Derkach, D.
Dordei, F.
Dorigo, M.
Dufour, L.
Durante, P.
Dziurda, A.
Dzyuba, A.
Easo, S.
Esen, S.
Declara, P. Fernandez
Filippov, S.
Fitzpatrick, C.
Frank, M.
Gandini, P.
Gligorov, V.V.
Golobardes, E.
Graziani, G.
Grillo, L.
Günther, P.A.
Hansmann-Menzemer, S.
Hennequin, A.M.
Henry, L.
Hill, D.
Hollitt, S.E.
Hu, J.
Hulsbergen, W.
Hunter, R.J.
Hushchyn, M.
Jashal, B.K.
Jones, C.R.
Klaver, S.
Klimaszewski, K.
Kopecna, R.
Krzemien, W.
Kucharczyk, M.
Lane, R.
Lazzari, F.
Le Gac, R.
Li, P.
Lopes, J.H.
Martinez, M. Lucio
Lupato, A.
Lupton, O.
Lyu, X.
Machefert, F.
Madejczyk, O.
Malde, S.
Marchand, J.F.
Mariani, S.
Benito, C. Marin
Santos, D. Martinez
Vidal, F. Martinez
Matev, R.
Mazurek, M.
Mitreska, B.
Mitzel, D.S.
Morello, M.J.
Mu, H.
Muzzetto, P.
Naik, P.
Needham, M.
Neri, N.
Neufeld, N.
Nolte, N.S.
O'Hanlon, D.
Oyanguren, A.
Altarelli, M. Pepe
Petrucci, S.
Petruzzo, M.
Pica, L.
Pisani, F.
Piucci, A.
Polci, F.
Poluektov, A.
Polycarpo, E.
Prouve, C.
Punzi, G.
Quagliani, R.
Rabadan Trejo, R.I.
Ramos Pernas, M.
Rangel, M.S.
Ratnikov, F.
Raven, G.
Reiss, F.
Renaudin, V.
Robbe, P.
Ryzhikov, A.
Santimaria, M.
Saur, M.
Schiller, M.
Schwemmer, R.
Sciascia, B.
Solomin, A.
Suljik, F.
Skidmore, N.
Sokoloff, M.D.
Spradlin, P.
Stahl, M.
Stahl, S.
Stevens, H.
Sun, L.
Szabelski, A.
Szumlak, T.
Szymanski, M.
Tou, D.Y.
Tuci, G.
Usachov, A.
Valls Canudas, N.
Vazquez Gomez, R.
Vecchi, S.
Vesterinen, M.
Vilasis-Cardona, X.
Vom Bruch, D.
Wang, Z.
Wojton, T.
Whitehead, M.
Williams, M.
Witek, M.
Xie, Y.
Xu, A.
Yin, H.
Zdybal, M.
Zenaiev, O.
Zhang, D.
Zhang, L.
Zhu, X.
author_facet Aaij, R.
Adinolfi, M.
Aiola, S.
Akar, S.
Albrecht, J.
Alexander, M.
Amato, S.
Amhis, Y.
Archilli, F.
Bala, M.
Bassi, G.
Bian, L.
Blago, M.P.
Boettcher, T.
Boldyrev, A.
Borghi, S.
Rodriguez, A. Brea
Calefice, L.
Gomez, M. Calvo
Perez, D.H. Campora
Cardini, A.
Cattaneo, M.
Chobanova, V.
Ciezarek, G.
Vidal, X. Cid
Cobbledick, J.L.
Coelho, J.A. B.
Colombo, T.
Contu, A.
Couturier, B.
Craik, D.C.
Currie, R.
d'Argent, P.
De Cian, M.
Derkach, D.
Dordei, F.
Dorigo, M.
Dufour, L.
Durante, P.
Dziurda, A.
Dzyuba, A.
Easo, S.
Esen, S.
Declara, P. Fernandez
Filippov, S.
Fitzpatrick, C.
Frank, M.
Gandini, P.
Gligorov, V.V.
Golobardes, E.
Graziani, G.
Grillo, L.
Günther, P.A.
Hansmann-Menzemer, S.
Hennequin, A.M.
Henry, L.
Hill, D.
Hollitt, S.E.
Hu, J.
Hulsbergen, W.
Hunter, R.J.
Hushchyn, M.
Jashal, B.K.
Jones, C.R.
Klaver, S.
Klimaszewski, K.
Kopecna, R.
Krzemien, W.
Kucharczyk, M.
Lane, R.
Lazzari, F.
Le Gac, R.
Li, P.
Lopes, J.H.
Martinez, M. Lucio
Lupato, A.
Lupton, O.
Lyu, X.
Machefert, F.
Madejczyk, O.
Malde, S.
Marchand, J.F.
Mariani, S.
Benito, C. Marin
Santos, D. Martinez
Vidal, F. Martinez
Matev, R.
Mazurek, M.
Mitreska, B.
Mitzel, D.S.
Morello, M.J.
Mu, H.
Muzzetto, P.
Naik, P.
Needham, M.
Neri, N.
Neufeld, N.
Nolte, N.S.
O'Hanlon, D.
Oyanguren, A.
Altarelli, M. Pepe
Petrucci, S.
Petruzzo, M.
Pica, L.
Pisani, F.
Piucci, A.
Polci, F.
Poluektov, A.
Polycarpo, E.
Prouve, C.
Punzi, G.
Quagliani, R.
Rabadan Trejo, R.I.
Ramos Pernas, M.
Rangel, M.S.
Ratnikov, F.
Raven, G.
Reiss, F.
Renaudin, V.
Robbe, P.
Ryzhikov, A.
Santimaria, M.
Saur, M.
Schiller, M.
Schwemmer, R.
Sciascia, B.
Solomin, A.
Suljik, F.
Skidmore, N.
Sokoloff, M.D.
Spradlin, P.
Stahl, M.
Stahl, S.
Stevens, H.
Sun, L.
Szabelski, A.
Szumlak, T.
Szymanski, M.
Tou, D.Y.
Tuci, G.
Usachov, A.
Valls Canudas, N.
Vazquez Gomez, R.
Vecchi, S.
Vesterinen, M.
Vilasis-Cardona, X.
Vom Bruch, D.
Wang, Z.
Wojton, T.
Whitehead, M.
Williams, M.
Witek, M.
Xie, Y.
Xu, A.
Yin, H.
Zdybal, M.
Zenaiev, O.
Zhang, D.
Zhang, L.
Zhu, X.
author_sort Aaij, R.
collection CERN
description The Large Hadron Collider beauty (LHCb) experiment at CERN is undergoing an upgrade in preparation for the Run 3 data collection period at the Large Hadron Collider (LHC). As part of this upgrade, the trigger is moving to a full software implementation operating at the LHC bunch crossing rate. We present an evaluation of a CPU-based and a GPU-based implementation of the first stage of the high-level trigger. After a detailed comparison, both options are found to be viable. This document summarizes the performance and implementation details of these options, the outcome of which has led to the choice of the GPU-based implementation as the baseline.
id oai-inspirehep.net-1862723
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2021
record_format invenio
spelling oai-inspirehep.net-18627232023-10-12T05:59:09Zdoi:10.1007/s41781-021-00070-2http://cds.cern.ch/record/2766501engAaij, R.Adinolfi, M.Aiola, S.Akar, S.Albrecht, J.Alexander, M.Amato, S.Amhis, Y.Archilli, F.Bala, M.Bassi, G.Bian, L.Blago, M.P.Boettcher, T.Boldyrev, A.Borghi, S.Rodriguez, A. BreaCalefice, L.Gomez, M. CalvoPerez, D.H. CamporaCardini, A.Cattaneo, M.Chobanova, V.Ciezarek, G.Vidal, X. CidCobbledick, J.L.Coelho, J.A. B.Colombo, T.Contu, A.Couturier, B.Craik, D.C.Currie, R.d'Argent, P.De Cian, M.Derkach, D.Dordei, F.Dorigo, M.Dufour, L.Durante, P.Dziurda, A.Dzyuba, A.Easo, S.Esen, S.Declara, P. FernandezFilippov, S.Fitzpatrick, C.Frank, M.Gandini, P.Gligorov, V.V.Golobardes, E.Graziani, G.Grillo, L.Günther, P.A.Hansmann-Menzemer, S.Hennequin, A.M.Henry, L.Hill, D.Hollitt, S.E.Hu, J.Hulsbergen, W.Hunter, R.J.Hushchyn, M.Jashal, B.K.Jones, C.R.Klaver, S.Klimaszewski, K.Kopecna, R.Krzemien, W.Kucharczyk, M.Lane, R.Lazzari, F.Le Gac, R.Li, P.Lopes, J.H.Martinez, M. LucioLupato, A.Lupton, O.Lyu, X.Machefert, F.Madejczyk, O.Malde, S.Marchand, J.F.Mariani, S.Benito, C. MarinSantos, D. MartinezVidal, F. MartinezMatev, R.Mazurek, M.Mitreska, B.Mitzel, D.S.Morello, M.J.Mu, H.Muzzetto, P.Naik, P.Needham, M.Neri, N.Neufeld, N.Nolte, N.S.O'Hanlon, D.Oyanguren, A.Altarelli, M. PepePetrucci, S.Petruzzo, M.Pica, L.Pisani, F.Piucci, A.Polci, F.Poluektov, A.Polycarpo, E.Prouve, C.Punzi, G.Quagliani, R.Rabadan Trejo, R.I.Ramos Pernas, M.Rangel, M.S.Ratnikov, F.Raven, G.Reiss, F.Renaudin, V.Robbe, P.Ryzhikov, A.Santimaria, M.Saur, M.Schiller, M.Schwemmer, R.Sciascia, B.Solomin, A.Suljik, F.Skidmore, N.Sokoloff, M.D.Spradlin, P.Stahl, M.Stahl, S.Stevens, H.Sun, L.Szabelski, A.Szumlak, T.Szymanski, M.Tou, D.Y.Tuci, G.Usachov, A.Valls Canudas, N.Vazquez Gomez, R.Vecchi, S.Vesterinen, M.Vilasis-Cardona, X.Vom Bruch, D.Wang, Z.Wojton, T.Whitehead, M.Williams, M.Witek, M.Xie, Y.Xu, A.Yin, H.Zdybal, M.Zenaiev, O.Zhang, D.Zhang, L.Zhu, X.A Comparison of CPU and GPU implementations for the LHCb Experiment Run 3 Triggerphysics.ins-detDetectors and Experimental TechniquesThe Large Hadron Collider beauty (LHCb) experiment at CERN is undergoing an upgrade in preparation for the Run 3 data collection period at the Large Hadron Collider (LHC). As part of this upgrade, the trigger is moving to a full software implementation operating at the LHC bunch crossing rate. We present an evaluation of a CPU-based and a GPU-based implementation of the first stage of the high-level trigger. After a detailed comparison, both options are found to be viable. This document summarizes the performance and implementation details of these options, the outcome of which has led to the choice of the GPU-based implementation as the baseline.The LHCb experiment at CERN is undergoing an upgrade in preparation for the Run 3 data taking period of the LHC. As part of this upgrade the trigger is moving to a fully software implementation operating at the LHC bunch crossing rate. We present an evaluation of a CPU-based and a GPU-based implementation of the first stage of the High Level Trigger. After a detailed comparison both options are found to be viable. This document summarizes the performance and implementation details of these options, the outcome of which has led to the choice of the GPU-based implementation as the baseline.arXiv:2105.04031LHCb-DP-2021-003oai:inspirehep.net:18627232021-05-09
spellingShingle physics.ins-det
Detectors and Experimental Techniques
Aaij, R.
Adinolfi, M.
Aiola, S.
Akar, S.
Albrecht, J.
Alexander, M.
Amato, S.
Amhis, Y.
Archilli, F.
Bala, M.
Bassi, G.
Bian, L.
Blago, M.P.
Boettcher, T.
Boldyrev, A.
Borghi, S.
Rodriguez, A. Brea
Calefice, L.
Gomez, M. Calvo
Perez, D.H. Campora
Cardini, A.
Cattaneo, M.
Chobanova, V.
Ciezarek, G.
Vidal, X. Cid
Cobbledick, J.L.
Coelho, J.A. B.
Colombo, T.
Contu, A.
Couturier, B.
Craik, D.C.
Currie, R.
d'Argent, P.
De Cian, M.
Derkach, D.
Dordei, F.
Dorigo, M.
Dufour, L.
Durante, P.
Dziurda, A.
Dzyuba, A.
Easo, S.
Esen, S.
Declara, P. Fernandez
Filippov, S.
Fitzpatrick, C.
Frank, M.
Gandini, P.
Gligorov, V.V.
Golobardes, E.
Graziani, G.
Grillo, L.
Günther, P.A.
Hansmann-Menzemer, S.
Hennequin, A.M.
Henry, L.
Hill, D.
Hollitt, S.E.
Hu, J.
Hulsbergen, W.
Hunter, R.J.
Hushchyn, M.
Jashal, B.K.
Jones, C.R.
Klaver, S.
Klimaszewski, K.
Kopecna, R.
Krzemien, W.
Kucharczyk, M.
Lane, R.
Lazzari, F.
Le Gac, R.
Li, P.
Lopes, J.H.
Martinez, M. Lucio
Lupato, A.
Lupton, O.
Lyu, X.
Machefert, F.
Madejczyk, O.
Malde, S.
Marchand, J.F.
Mariani, S.
Benito, C. Marin
Santos, D. Martinez
Vidal, F. Martinez
Matev, R.
Mazurek, M.
Mitreska, B.
Mitzel, D.S.
Morello, M.J.
Mu, H.
Muzzetto, P.
Naik, P.
Needham, M.
Neri, N.
Neufeld, N.
Nolte, N.S.
O'Hanlon, D.
Oyanguren, A.
Altarelli, M. Pepe
Petrucci, S.
Petruzzo, M.
Pica, L.
Pisani, F.
Piucci, A.
Polci, F.
Poluektov, A.
Polycarpo, E.
Prouve, C.
Punzi, G.
Quagliani, R.
Rabadan Trejo, R.I.
Ramos Pernas, M.
Rangel, M.S.
Ratnikov, F.
Raven, G.
Reiss, F.
Renaudin, V.
Robbe, P.
Ryzhikov, A.
Santimaria, M.
Saur, M.
Schiller, M.
Schwemmer, R.
Sciascia, B.
Solomin, A.
Suljik, F.
Skidmore, N.
Sokoloff, M.D.
Spradlin, P.
Stahl, M.
Stahl, S.
Stevens, H.
Sun, L.
Szabelski, A.
Szumlak, T.
Szymanski, M.
Tou, D.Y.
Tuci, G.
Usachov, A.
Valls Canudas, N.
Vazquez Gomez, R.
Vecchi, S.
Vesterinen, M.
Vilasis-Cardona, X.
Vom Bruch, D.
Wang, Z.
Wojton, T.
Whitehead, M.
Williams, M.
Witek, M.
Xie, Y.
Xu, A.
Yin, H.
Zdybal, M.
Zenaiev, O.
Zhang, D.
Zhang, L.
Zhu, X.
A Comparison of CPU and GPU implementations for the LHCb Experiment Run 3 Trigger
title A Comparison of CPU and GPU implementations for the LHCb Experiment Run 3 Trigger
title_full A Comparison of CPU and GPU implementations for the LHCb Experiment Run 3 Trigger
title_fullStr A Comparison of CPU and GPU implementations for the LHCb Experiment Run 3 Trigger
title_full_unstemmed A Comparison of CPU and GPU implementations for the LHCb Experiment Run 3 Trigger
title_short A Comparison of CPU and GPU implementations for the LHCb Experiment Run 3 Trigger
title_sort comparison of cpu and gpu implementations for the lhcb experiment run 3 trigger
topic physics.ins-det
Detectors and Experimental Techniques
url https://dx.doi.org/10.1007/s41781-021-00070-2
http://cds.cern.ch/record/2766501
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AT hansmannmenzemers acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hennequinam acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT henryl acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hilld acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hollittse acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT huj acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hulsbergenw acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hunterrj acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hushchynm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT jashalbk acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT jonescr acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT klavers acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT klimaszewskik acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT kopecnar acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT krzemienw acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT kucharczykm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT laner acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT lazzarif acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT legacr acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT lip acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT lopesjh acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT martinezmlucio acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT lupatoa acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT luptono acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT lyux acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT machefertf acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT madejczyko acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT maldes acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT marchandjf acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT marianis acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT benitocmarin acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT santosdmartinez acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vidalfmartinez acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT matevr acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT mazurekm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT mitreskab acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT mitzelds acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT morellomj acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT muh acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT muzzettop acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT naikp acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT needhamm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT nerin acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT neufeldn acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT noltens acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT ohanlond acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT oyangurena acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT altarellimpepe acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT petruccis acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT petruzzom acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT pical acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT pisanif acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT piuccia acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT polcif acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT poluektova acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT polycarpoe acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT prouvec acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT punzig acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT quaglianir acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT rabadantrejori acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT ramospernasm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT rangelms acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT ratnikovf acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT raveng acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT reissf acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT renaudinv acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT robbep acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT ryzhikova acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT santimariam acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT saurm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT schillerm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT schwemmerr acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT sciasciab acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT solomina acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT suljikf acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT skidmoren acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT sokoloffmd acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT spradlinp acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT stahlm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT stahls acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT stevensh acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT sunl acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT szabelskia acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT szumlakt acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT szymanskim acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT toudy acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT tucig acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT usachova acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vallscanudasn acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vazquezgomezr acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vecchis acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vesterinenm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vilasiscardonax acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vombruchd acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT wangz acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT wojtont acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT whiteheadm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT williamsm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT witekm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT xiey acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT xua acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT yinh acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT zdybalm acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT zenaievo acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT zhangd acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT zhangl acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT zhux acomparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT aaijr comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT adinolfim comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT aiolas comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT akars comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT albrechtj comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT alexanderm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT amatos comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT amhisy comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT archillif comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT balam comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT bassig comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT bianl comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT blagomp comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT boettchert comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT boldyreva comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT borghis comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT rodriguezabrea comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT caleficel comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT gomezmcalvo comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT perezdhcampora comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT cardinia comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT cattaneom comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT chobanovav comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT ciezarekg comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vidalxcid comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT cobbledickjl comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT coelhojab comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT colombot comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT contua comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT couturierb comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT craikdc comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT currier comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT dargentp comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT decianm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT derkachd comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT dordeif comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT dorigom comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT dufourl comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT durantep comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT dziurdaa comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT dzyubaa comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT easos comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT esens comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT declarapfernandez comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT filippovs comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT fitzpatrickc comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT frankm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT gandinip comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT gligorovvv comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT golobardese comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT grazianig comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT grillol comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT guntherpa comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hansmannmenzemers comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hennequinam comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT henryl comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hilld comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hollittse comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT huj comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hulsbergenw comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hunterrj comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT hushchynm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT jashalbk comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT jonescr comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT klavers comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT klimaszewskik comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT kopecnar comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT krzemienw comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT kucharczykm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT laner comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT lazzarif comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT legacr comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT lip comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT lopesjh comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT martinezmlucio comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT lupatoa comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT luptono comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT lyux comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT machefertf comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT madejczyko comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT maldes comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT marchandjf comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT marianis comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT benitocmarin comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT santosdmartinez comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vidalfmartinez comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT matevr comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT mazurekm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT mitreskab comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT mitzelds comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT morellomj comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT muh comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT muzzettop comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT naikp comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT needhamm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT nerin comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT neufeldn comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT noltens comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT ohanlond comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT oyangurena comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT altarellimpepe comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT petruccis comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT petruzzom comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT pical comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT pisanif comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT piuccia comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT polcif comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT poluektova comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT polycarpoe comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT prouvec comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT punzig comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT quaglianir comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT rabadantrejori comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT ramospernasm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT rangelms comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT ratnikovf comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT raveng comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT reissf comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT renaudinv comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT robbep comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT ryzhikova comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT santimariam comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT saurm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT schillerm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT schwemmerr comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT sciasciab comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT solomina comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT suljikf comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT skidmoren comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT sokoloffmd comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT spradlinp comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT stahlm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT stahls comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT stevensh comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT sunl comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT szabelskia comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT szumlakt comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT szymanskim comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT toudy comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT tucig comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT usachova comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vallscanudasn comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vazquezgomezr comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vecchis comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vesterinenm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vilasiscardonax comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT vombruchd comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT wangz comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT wojtont comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT whiteheadm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT williamsm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT witekm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT xiey comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT xua comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT yinh comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT zdybalm comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT zenaievo comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT zhangd comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT zhangl comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger
AT zhux comparisonofcpuandgpuimplementationsforthelhcbexperimentrun3trigger